{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src import *\n",
    "from src.extra import ExEstimates\n",
    "\n",
    "from src.parallelize import parallelize # 简单的多进程并行实现, 依赖于 dask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 642.52x397.077 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 407,
       "width": 641
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建 MetaData 对象, 包含元数据\n",
    "# DMD.A(x) = x * DMD.PIXEL_SIZE / 2, 用于快速计算振幅\n",
    "# 这个 MetaData 表示做的模拟是 DI, 频率是 0.34, 振幅是 5/2 个 DMD Pixels.\n",
    "meta = MetaData('DI', 0.34, DMD.A(5))  \n",
    "\n",
    "# 创建模拟器对象, 并生成模拟数据\n",
    "# gen() 方法会返回一个标准的 Estimates 实例\n",
    "# gen() 接受不同的信号和噪声光子数, 缺省则为 DI 400, SPADE 60.\n",
    "c = Simulator(meta, 'sign').gen()  \n",
    "\n",
    "# 对生成的数据进行估计 (非拓展 Estimates 用的是单参数 LSE, 和原先一样)\n",
    "c = c.est()  \n",
    "x = np.arange(200)  \n",
    "plt.plot(x, c.estimates, 'v', label='Single-Params; LSE')  \n",
    "\n",
    "# 使用 ExEstimates 进行拓展估计\n",
    "c = ExEstimates(c)  \n",
    "\n",
    "# 进行 LSE 估计 (多参数)\n",
    "c = c.lse()  \n",
    "plt.plot(x, c.extra_estimates_f, '^', label='Multi-Params; LSE')  \n",
    "\n",
    "# 进行 MLE 估计 (多参数, Kay1993, 有近似所以和多参数 LSE 相比有细微区别)\n",
    "c = c.mle()  \n",
    "plt.plot(x, c.extra_estimates_f, 'o', label='Multi-Params; MLE')  \n",
    "\n",
    "plt.xlabel('Group')  \n",
    "plt.ylabel(r'$\\hat f$')\n",
    "plt.legend()  \n",
    "plt.show()  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(62.34970773842478, 61.67166765676177)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# MLE 估计的振幅和理论相符\n",
    "c.extra_estimates_a.mean(), (4/pi) * DMD.A(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 实验的 f 是从 0.1 -> 0.4 的\n",
    "freq_list = np.linspace(0.1, 0.4, 61)\n",
    "\n",
    "\n",
    "# 这个元组内的两个参数会通过 np.random.normal(*delay_params) 来产生随机数.\n",
    "# 也就是元组内第一个参数表示延迟的均值, 第二个参数表示延迟的标准差.\n",
    "# 这个延迟量是试出来的. 其中 1e-6 是实验中人为添加的, 用于等待 DMD 等其他仪器.\n",
    "delay_params = (2.8e-3 + 1e-6, 0.48e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "@parallelize() # 这个装饰器会将原函数的第一个参数转换为接受计算图输入. 由于模拟用的算法没有经过矢量化优化, 效率不高, 因此使用多进程并行加速\n",
    "def run(f, m):\n",
    "    meta = MetaData(m, np.round(f, 5), DMD.A(3))\n",
    "    c = Simulator(meta, 'sign', delay_params).gen()\n",
    "    c = c.est() # est() 方法是目前文中展示的数据所采用的处理方法, 即 MLE 估计 Time-Domain, 单参数 LSE 估计 Frequency.\n",
    "    c.savez('TEMP/') # TEMP 文件夹不随 git 同步, savez() 只需要给出存储路径, 程序会自动命名.\n",
    "    return c\n",
    "\n",
    "cs1, cs2 = run(freq_list, 'DI'), run(freq_list, 'SPADE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 642.52x397.077 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 429,
       "width": 616
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in ('SPADE', 'DI'):\n",
    "    f_var = []\n",
    "    for i, f in enumerate(freq_list):\n",
    "        meta = MetaData(m, np.round(f, 5), DMD.A(3)) # MetaData 的方法 convert2str() 能方便得到文件名\n",
    "        c = LoadEstimates(f'TEMP/{meta.convert2str()}.npz') # LoadEstimates() 能读取一个被保存的 Estimates 类\n",
    "        f_var.append(c.estimates.var(ddof=1) * c.photons)\n",
    "    plt.plot(freq_list, f_var, 'o' if m == 'SPADE' else '^', label=m)\n",
    "\n",
    "# FI 的计算在 SPADE 和 DI 类之下. 由于无噪声的情况下, SPADE 和 DI 的 CFI 相等, 所以可以任选其一进行计算\n",
    "fi = DI.ApproxCFI((4/pi) * DMD.A(3))\n",
    "plt.axhline(1/fi, color='tab:red', zorder=1, label='QCRB') # QCRB = CRB\n",
    "\n",
    "plt.legend()\n",
    "plt.xlim(0.1, 0.4)\n",
    "plt.xlabel(r'$f$')\n",
    "plt.ylabel(r'$\\nu\\cdot{\\rm Var\\,}(\\hat f)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
